Estimate time to reach skill proficiency using learning curve science, personalized to your daily practice hours and learning efficiency.
Practical example: 20 hrs in, targeting job-ready (80%), 1 hr/day. For a learning to code scenario, enter the values that match your situation to get an instant cost estimate.
How long does it take to learn a new skill? The popular '10,000-hour rule' from Gladwell applies to world-class expertise. For practical proficiency: Josh Kaufman's research shows 20 hours of deliberate practice is enough to go from complete beginner to competent at most skills. For professional competency (80%): 100–400 hours depending on complexity. For expert mastery: 1,000–5,000 hours. Language: A2 level = 150–200 hrs, C1 = 1,000–1,200 hrs.
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